Incremental Semantic Segmentation on COCO
50.4mIoU (Classes 1-60)Joint
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| JointSupervision (Sup)=Pixel-level (P), Backbone=ViT2026.06 | 50.4 | 49.5 | 50.3 | |
| JointSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 47.8 | 46.9 | 47.7 | |
| SASASupervision (Sup)=Image-level (I), Backbone=ViT2026.06 | 47.7 | 45.1 | 47.5 | |
| BARMSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 44.5 | 45 | 45.3 | |
| STARSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 43.1 | 44.5 | 44.2 | |
| DKDSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 41.7 | 43.8 | 42.7 | |
| WILSONSupervision (Sup)=Image-level (I), Backbone=ViT2026.06 | 41 | 42.3 | 41.8 | |
| TeddySupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 40.6 | 41.8 | 41.5 | |
| ToCoSupervision (Sup)=Image-level (I), Backbone=ViT2026.06 | 40.3 | 41.4 | 41.1 | |
| FMWISSSupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 39.9 | 44.7 | 41.6 | |
| WILSONSupervision=Image2021.12 | 39.8 | 41 | 40.6 | |
| WILSONSupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 39.8 | 41 | 40.6 | |
| ILTSupervision=Pixel2021.12 | 37 | 43.9 | 39.3 | |
| LWFSupervision=Pixel2021.12 | 36.7 | 49 | 40.3 | |
| PLOPSupervision=Pixel2021.12 | 35.1 | 39.4 | 36.8 | |
| SSSupervision=Image2021.12 | 35.1 | 36.9 | 35.5 | |
| PLOPSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 35.1 | 39.4 | 36.8 | |
| SSSupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 35.1 | 36.9 | 35.5 | |
| MIBSupervision=Pixel2021.12 | 34.9 | 47.8 | 38.7 | |
| EPSSupervision=Image2021.12 | 34.9 | 38.4 | 35.8 | |
| MiBSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 34.9 | 47.8 | 38.7 | |
| EPSSupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 34.9 | 38.4 | 35.8 | |
| SEAMSupervision=Image2021.12 | 31.2 | 28.2 | 30.5 | |
| SEAMSupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 31.2 | 28.2 | 30.5 | |
| CAMSupervision=Image2021.12 | 30.7 | 20.3 | 28.1 | |
| FTSupervision=Pixel2021.12 | 1.9 | 41.7 | 12.7 |